Overall

Column

Ridge(1)

Ridge(2)

Ridge(3)

LASSO(1)

LASSO(2)

LASSO(3)

Elastic Net(1)

Elastic Net(2)

Elastic Net(3)

Column

Ridge

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.8783784 0.7945205 0.8219178 0.7894737 0.8666667 0.8301914
Cubic Tilted Others
Cubic 155 28 3
Tilted 22 125 6
Others 2 2 28
Total 179 155 37
Cubic Tilted Others
Cubic 0.87 0.18 0.08
Tilted 0.12 0.81 0.16
Others 0.01 0.01 0.76
Total 100% 100% 100%

LASSO

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.8378378 0.8219178 0.7808219 0.7894737 0.8933333 0.8246769
Cubic Tilted Others
Cubic 154 27 4
Tilted 23 126 7
Others 2 2 26
Total 179 155 37
Cubic Tilted Others
Cubic 0.86 0.17 0.11
Tilted 0.13 0.81 0.19
Others 0.01 0.01 0.7
Total 100% 100% 100%

Elastic Net

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.8783784 0.7945205 0.8630137 0.8026316 0.88 0.8437088
Cubic Tilted Others
Cubic 156 26 2
Tilted 20 128 6
Others 3 1 29
Total 179 155 37
Cubic Tilted Others
Cubic 0.87 0.17 0.05
Tilted 0.11 0.83 0.16
Others 0.02 0.01 0.78
Total 100% 100% 100%

Anion O

Column

Ridge(1)

Ridge(2)

Ridge(3)

LASSO(1)

Lasso(2)

Lasso(3)

Elastic Net(1)

Elastic Net(2)

Elastic Net(3)

Column

Ridge

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.9649123 0.8793103 0.8813559 0.877193 0.8793103 0.8964164
Cubic Tilted Others
Cubic 121 14 2
Tilted 10 127 3
Others 1 0 11
Total 132 141 16
Cubic Tilted Others
Cubic 0.92 0.1 0.12
Tilted 0.08 0.9 0.19
Others 0.01 0 0.69
Total 100% 100% 100%

LASSO

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.9473684 0.8793103 0.8813559 0.8596491 0.8793103 0.8893988
Cubic Tilted Others
Cubic 120 14 2
Tilted 10 127 4
Others 2 0 10
Total 132 141 16
Cubic Tilted Others
Cubic 0.91 0.1 0.12
Tilted 0.08 0.9 0.25
Others 0.02 0 0.62
Total 100% 100% 100%

Elastic Net

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.9649123 0.8793103 0.8644068 0.8596491 0.8275862 0.8791729
Cubic Tilted Others
Cubic 115 13 2
Tilted 14 128 3
Others 3 0 11
Total 132 141 16
Cubic Tilted Others
Cubic 0.87 0.09 0.12
Tilted 0.11 0.91 0.19
Others 0.02 0 0.69
Total 100% 100% 100%

Anion F

Column

Ridge(1)

Ridge(2)

LASSO(1)

Lasso(2)

Elastic Net(1)

Elastic Net(2)

Column

Ridge

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.7272727 0.6363636 0.8 0.8181818 0.75 0.7463636
Cubic Tilted Others
Cubic 37 10 3
Tilted 1 0 0
Others 0 0 4
Total 38 10 7
Cubic Tilted Others
Cubic 0.97 1 0.43
Tilted 0.03 0 0
Others 0 0 0.57
Total 100% 100% 100%

LASSO

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.8181818 0.6363636 0.8 0.8181818 0.75 0.7645455
Cubic Tilted Others
Cubic 34 6 2
Tilted 4 3 0
Others 0 1 5
Total 38 10 7
Cubic Tilted Others
Cubic 0.89 0.6 0.29
Tilted 0.11 0.3 0
Others 0 0.1 0.71
Total 100% 100% 100%

Elastic Net

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.7272727 0.7272727 0.8 0.8181818 0.8333333 0.7812121
Cubic Tilted Others
Cubic 36 6 3
Tilted 2 3 0
Others 0 1 4
Total 38 10 7
Cubic Tilted Others
Cubic 0.95 0.6 0.43
Tilted 0.05 0.3 0
Others 0 0.1 0.57
Total 100% 100% 100%

Other anions

Column

Ridge(1)

Ridge(2)

Ridge(3)

LASSO(1)

Lasso(2)

Lasso(3)

Elastic Net(1)

Elastic Net(2)

Elastic Net(3)

Column

Ridge

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.8461538 0.8 0.8 0.775 0.75 0.7942308
Cubic Tilted Others
Cubic 80 17 3
Tilted 16 59 3
Others 0 2 19
Total 96 78 25
Cubic Tilted Others
Cubic 0.83 0.22 0.12
Tilted 0.17 0.76 0.12
Others 0 0.03 0.76
Total 100% 100% 100%

LASSO

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.8461538 0.675 0.825 0.825 0.75 0.7842308
Cubic Tilted Others
Cubic 82 18 3
Tilted 14 55 3
Others 0 5 19
Total 96 78 25
Cubic Tilted Others
Cubic 0.85 0.23 0.12
Tilted 0.15 0.71 0.12
Others 0 0.06 0.76
Total 100% 100% 100%

Elastic Net

Fold1 Fold2 Fold3 Fold4 Fold5 Mean
0.8205128 0.825 0.775 0.825 0.8 0.8091026
Cubic Tilted Others
Cubic 86 16 3
Tilted 9 60 7
Others 1 2 15
Total 96 78 25
Cubic Tilted Others
Cubic 0.9 0.21 0.12
Tilted 0.09 0.77 0.28
Others 0.01 0.03 0.6
Total 100% 100% 100%